{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Riskfolio-Lib Tutorial: \n",
    "<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n",
    "<br>__[Orenji](https://www.orenj-i.net)__\n",
    "<br>__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n",
    "<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n",
    "<a href='https://ko-fi.com/B0B833SXD' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://cdn.ko-fi.com/cdn/kofi1.png?v=2' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a> \n",
    "\n",
    "## Tutorial 44: Hierarchical Equal Risk Contribution (HERC) Portfolio Optimization with Constraints\n",
    "\n",
    "## 1. Downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  25 of 25 completed\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import yfinance as yf\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.options.display.float_format = '{:.4%}'.format\n",
    "\n",
    "# Date range\n",
    "start = '2016-01-01'\n",
    "end = '2019-12-30'\n",
    "\n",
    "# Tickers of assets\n",
    "assets = ['JCI', 'TGT', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n",
    "          'ZION', 'PSA', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n",
    "          'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n",
    "assets.sort()\n",
    "\n",
    "# Downloading data\n",
    "data = yf.download(assets, start = start, end = end)\n",
    "data = data.loc[:,('Adj Close', slice(None))]\n",
    "data.columns = assets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-01-05 00:00:00+00:00</th>\n",
       "      <td>-2.0257%</td>\n",
       "      <td>0.4057%</td>\n",
       "      <td>0.4036%</td>\n",
       "      <td>1.9693%</td>\n",
       "      <td>0.0180%</td>\n",
       "      <td>0.9305%</td>\n",
       "      <td>0.3678%</td>\n",
       "      <td>0.5784%</td>\n",
       "      <td>0.9483%</td>\n",
       "      <td>-1.1953%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.5882%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>2.8236%</td>\n",
       "      <td>0.9758%</td>\n",
       "      <td>0.6987%</td>\n",
       "      <td>1.7538%</td>\n",
       "      <td>-0.1730%</td>\n",
       "      <td>0.2409%</td>\n",
       "      <td>1.3734%</td>\n",
       "      <td>-1.0857%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-06 00:00:00+00:00</th>\n",
       "      <td>-11.4863%</td>\n",
       "      <td>-1.5879%</td>\n",
       "      <td>0.2412%</td>\n",
       "      <td>-1.7557%</td>\n",
       "      <td>-0.7727%</td>\n",
       "      <td>-1.2473%</td>\n",
       "      <td>-0.1736%</td>\n",
       "      <td>-1.1239%</td>\n",
       "      <td>-3.5867%</td>\n",
       "      <td>-0.9552%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5547%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>0.1592%</td>\n",
       "      <td>-1.5647%</td>\n",
       "      <td>0.3108%</td>\n",
       "      <td>-1.0155%</td>\n",
       "      <td>-0.7653%</td>\n",
       "      <td>-3.0048%</td>\n",
       "      <td>-0.9034%</td>\n",
       "      <td>-2.9145%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-07 00:00:00+00:00</th>\n",
       "      <td>-5.1388%</td>\n",
       "      <td>-4.1922%</td>\n",
       "      <td>-1.6574%</td>\n",
       "      <td>-2.7699%</td>\n",
       "      <td>-1.1047%</td>\n",
       "      <td>-1.9770%</td>\n",
       "      <td>-1.2206%</td>\n",
       "      <td>-0.8856%</td>\n",
       "      <td>-4.6058%</td>\n",
       "      <td>-2.5394%</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.2066%</td>\n",
       "      <td>-3.0309%</td>\n",
       "      <td>-1.0411%</td>\n",
       "      <td>-3.1556%</td>\n",
       "      <td>-1.6148%</td>\n",
       "      <td>-0.2700%</td>\n",
       "      <td>-2.2845%</td>\n",
       "      <td>-2.0570%</td>\n",
       "      <td>-0.5492%</td>\n",
       "      <td>-3.0019%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-08 00:00:00+00:00</th>\n",
       "      <td>0.2736%</td>\n",
       "      <td>-2.2705%</td>\n",
       "      <td>-1.6037%</td>\n",
       "      <td>-2.5425%</td>\n",
       "      <td>0.1099%</td>\n",
       "      <td>-0.2241%</td>\n",
       "      <td>0.5706%</td>\n",
       "      <td>-1.6402%</td>\n",
       "      <td>-1.7642%</td>\n",
       "      <td>-0.1649%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.1538%</td>\n",
       "      <td>-1.1366%</td>\n",
       "      <td>-0.7307%</td>\n",
       "      <td>-0.1448%</td>\n",
       "      <td>0.0895%</td>\n",
       "      <td>-3.3838%</td>\n",
       "      <td>-0.1117%</td>\n",
       "      <td>-1.1387%</td>\n",
       "      <td>-0.9719%</td>\n",
       "      <td>-1.1254%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-11 00:00:00+00:00</th>\n",
       "      <td>-4.3383%</td>\n",
       "      <td>0.1693%</td>\n",
       "      <td>-1.6851%</td>\n",
       "      <td>-1.0215%</td>\n",
       "      <td>0.0915%</td>\n",
       "      <td>-1.1791%</td>\n",
       "      <td>0.5674%</td>\n",
       "      <td>0.5287%</td>\n",
       "      <td>0.6616%</td>\n",
       "      <td>0.0331%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.6436%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.9869%</td>\n",
       "      <td>-0.1450%</td>\n",
       "      <td>1.2224%</td>\n",
       "      <td>1.4570%</td>\n",
       "      <td>0.5366%</td>\n",
       "      <td>-0.4607%</td>\n",
       "      <td>0.5800%</td>\n",
       "      <td>-1.9919%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                APA       BA      BAX      BMY    CMCSA  \\\n",
       "Date                                                                      \n",
       "2016-01-05 00:00:00+00:00  -2.0257%  0.4057%  0.4036%  1.9693%  0.0180%   \n",
       "2016-01-06 00:00:00+00:00 -11.4863% -1.5879%  0.2412% -1.7557% -0.7727%   \n",
       "2016-01-07 00:00:00+00:00  -5.1388% -4.1922% -1.6574% -2.7699% -1.1047%   \n",
       "2016-01-08 00:00:00+00:00   0.2736% -2.2705% -1.6037% -2.5425%  0.1099%   \n",
       "2016-01-11 00:00:00+00:00  -4.3383%  0.1693% -1.6851% -1.0215%  0.0915%   \n",
       "\n",
       "                               CNP      CPB       DE      HPQ      JCI  ...  \\\n",
       "Date                                                                    ...   \n",
       "2016-01-05 00:00:00+00:00  0.9305%  0.3678%  0.5784%  0.9483% -1.1953%  ...   \n",
       "2016-01-06 00:00:00+00:00 -1.2473% -0.1736% -1.1239% -3.5867% -0.9552%  ...   \n",
       "2016-01-07 00:00:00+00:00 -1.9770% -1.2206% -0.8856% -4.6058% -2.5394%  ...   \n",
       "2016-01-08 00:00:00+00:00 -0.2241%  0.5706% -1.6402% -1.7642% -0.1649%  ...   \n",
       "2016-01-11 00:00:00+00:00 -1.1791%  0.5674%  0.5287%  0.6616%  0.0331%  ...   \n",
       "\n",
       "                                NI     PCAR      PSA      SEE        T  \\\n",
       "Date                                                                     \n",
       "2016-01-05 00:00:00+00:00  1.5882%  0.0212%  2.8236%  0.9758%  0.6987%   \n",
       "2016-01-06 00:00:00+00:00  0.5547%  0.0212%  0.1592% -1.5647%  0.3108%   \n",
       "2016-01-07 00:00:00+00:00 -2.2066% -3.0309% -1.0411% -3.1556% -1.6148%   \n",
       "2016-01-08 00:00:00+00:00 -0.1538% -1.1366% -0.7307% -0.1448%  0.0895%   \n",
       "2016-01-11 00:00:00+00:00  1.6436%  0.0000%  0.9869% -0.1450%  1.2224%   \n",
       "\n",
       "                               TGT      TMO      TXT       VZ     ZION  \n",
       "Date                                                                    \n",
       "2016-01-05 00:00:00+00:00  1.7538% -0.1730%  0.2409%  1.3734% -1.0857%  \n",
       "2016-01-06 00:00:00+00:00 -1.0155% -0.7653% -3.0048% -0.9034% -2.9145%  \n",
       "2016-01-07 00:00:00+00:00 -0.2700% -2.2845% -2.0570% -0.5492% -3.0019%  \n",
       "2016-01-08 00:00:00+00:00 -3.3838% -0.1117% -1.1387% -0.9719% -1.1254%  \n",
       "2016-01-11 00:00:00+00:00  1.4570%  0.5366% -0.4607%  0.5800% -1.9919%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculating returns\n",
    "\n",
    "Y = data[assets].pct_change().dropna()\n",
    "\n",
    "display(Y.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1100 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import riskfolio as rp\n",
    "\n",
    "# Plotting Assets Clusters\n",
    "\n",
    "ax = rp.plot_clusters(returns=Y,\n",
    "                      codependence='pearson',\n",
    "                      linkage='ward',\n",
    "                      k=None,\n",
    "                      max_k=10,\n",
    "                      leaf_order=True,\n",
    "                      dendrogram=True,\n",
    "                      #linecolor='tab:purple',\n",
    "                      ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dendrogram above suggest that optimal number of clusters are four.\n",
    "\n",
    "## 2. Estimating HERC Portfolio\n",
    "\n",
    "This is the original model proposed by Raffinot (2018). Riskfolio-Lib expand this model to 32 risk measures.\n",
    "\n",
    "### 2.1 Calculating the HERC portfolio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.6423%</td>\n",
       "      <td>1.7311%</td>\n",
       "      <td>4.5531%</td>\n",
       "      <td>2.6465%</td>\n",
       "      <td>5.8394%</td>\n",
       "      <td>7.6405%</td>\n",
       "      <td>3.9025%</td>\n",
       "      <td>1.7334%</td>\n",
       "      <td>2.2530%</td>\n",
       "      <td>2.2505%</td>\n",
       "      <td>...</td>\n",
       "      <td>7.3688%</td>\n",
       "      <td>2.1231%</td>\n",
       "      <td>6.9433%</td>\n",
       "      <td>2.0169%</td>\n",
       "      <td>7.7390%</td>\n",
       "      <td>3.1855%</td>\n",
       "      <td>4.0472%</td>\n",
       "      <td>1.8479%</td>\n",
       "      <td>8.7857%</td>\n",
       "      <td>1.6270%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 0.6423% 1.7311% 4.5531% 2.6465% 5.8394% 7.6405% 3.9025% 1.7334%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 2.2530% 2.2505%  ... 7.3688% 2.1231% 6.9433% 2.0169% 7.7390% 3.1855%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 4.0472% 1.8479% 8.7857% 1.6270%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Building the portfolio object\n",
    "port = rp.HCPortfolio(returns=Y)\n",
    "\n",
    "# Estimate optimal portfolio:\n",
    "\n",
    "model = 'HERC' # Could be HRP, HERC or NCO\n",
    "codependence = 'pearson' # Correlation matrix used to group assets in clusters\n",
    "rm = 'MV' # Risk measure used, this time will be variance\n",
    "rf = 0 # Risk free rate\n",
    "linkage = 'ward' # Linkage method used to build clusters\n",
    "max_k = 10 # Max number of clusters used in two difference gap statistic\n",
    "leaf_order = True # Consider optimal order of leafs in dendrogram\n",
    "\n",
    "w = port.optimization(model=model,\n",
    "                      codependence=codependence,\n",
    "                      rm=rm,\n",
    "                      rf=rf,\n",
    "                      linkage=linkage,\n",
    "                      max_k=max_k,\n",
    "                      leaf_order=leaf_order)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "ax = rp.plot_pie(w=w,\n",
    "                 title='HERC Naive Risk Parity',\n",
    "                 others=0.05,\n",
    "                 nrow=25,\n",
    "                 cmap=\"tab20\",\n",
    "                 height=8,\n",
    "                 width=10,\n",
    "                 ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Plotting Risk Contribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the risk contribution per asset\n",
    "\n",
    "mu = Y.mean()\n",
    "cov = Y.cov() # Covariance matrix\n",
    "returns = Y # Returns of the assets\n",
    "\n",
    "ax = rp.plot_risk_con(w=w,\n",
    "                      cov=cov,\n",
    "                      returns=returns,\n",
    "                      rm=rm,\n",
    "                      rf=0,\n",
    "                      alpha=0.05,\n",
    "                      color=\"tab:blue\",\n",
    "                      height=6,\n",
    "                      width=10,\n",
    "                      t_factor=252,\n",
    "                      ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Estimating HERC Portfolio with Constraints\n",
    "\n",
    "This is a modification of HERC based on the model proposed by Johann Pfitzinger & Nico Katzke (2019).\n",
    "\n",
    "### 3.1 Building the HERC portfolio constraints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Disabled</th>\n",
       "      <th>Type</th>\n",
       "      <th>Set</th>\n",
       "      <th>Position</th>\n",
       "      <th>Sign</th>\n",
       "      <th>Weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>False</td>\n",
       "      <td>Assets</td>\n",
       "      <td></td>\n",
       "      <td>HPQ</td>\n",
       "      <td>&gt;=</td>\n",
       "      <td>1.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>False</td>\n",
       "      <td>Assets</td>\n",
       "      <td></td>\n",
       "      <td>PSA</td>\n",
       "      <td>&lt;=</td>\n",
       "      <td>5.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>False</td>\n",
       "      <td>All Assets</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;=</td>\n",
       "      <td>6.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>False</td>\n",
       "      <td>Each asset in a class</td>\n",
       "      <td>Industry</td>\n",
       "      <td>Financials</td>\n",
       "      <td>&lt;=</td>\n",
       "      <td>4.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>False</td>\n",
       "      <td>Each asset in a class</td>\n",
       "      <td>Industry</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>&lt;=</td>\n",
       "      <td>2.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Disabled                   Type       Set                Position Sign  \\\n",
       "0     False                 Assets                               HPQ   >=   \n",
       "1     False                 Assets                               PSA   <=   \n",
       "2     False             All Assets                                     <=   \n",
       "3     False  Each asset in a class  Industry              Financials   <=   \n",
       "4     False  Each asset in a class  Industry  Information Technology   <=   \n",
       "\n",
       "   Weight  \n",
       "0 1.0000%  \n",
       "1 5.0000%  \n",
       "2 6.0000%  \n",
       "3 4.0000%  \n",
       "4 2.0000%  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "asset_classes = {'Assets': ['JCI','TGT','CMCSA','CPB','MO','APA','MMC','JPM',\n",
    "                            'ZION','PSA','BAX','BMY','LUV','PCAR','TXT','TMO',\n",
    "                            'DE','MSFT','HPQ','SEE','VZ','CNP','NI','T','BA'], \n",
    "                 'Industry': ['Consumer Discretionary','Consumer Discretionary',\n",
    "                              'Consumer Discretionary', 'Consumer Staples',\n",
    "                              'Consumer Staples','Energy','Financials',\n",
    "                              'Financials','Financials','Financials',\n",
    "                              'Health Care','Health Care','Industrials','Industrials',\n",
    "                              'Industrials','Health care','Industrials',\n",
    "                              'Information Technology','Information Technology',\n",
    "                              'Materials','Telecommunications Services','Utilities',\n",
    "                              'Utilities','Telecommunications Services','Financials']}\n",
    "\n",
    "asset_classes = pd.DataFrame(asset_classes)\n",
    "asset_classes = asset_classes.sort_values(by=['Assets'])\n",
    "\n",
    "constraints = {'Disabled': [False, False, False, False, False],\n",
    "               'Type': ['Assets', 'Assets', 'All Assets', \n",
    "                        'Each asset in a class', 'Each asset in a class'],\n",
    "               'Set': ['', '', '','Industry', 'Industry'],\n",
    "               'Position': ['HPQ', 'PSA', '', 'Financials', 'Information Technology'],\n",
    "               'Sign': ['>=', '<=', '<=', '<=', '<='],\n",
    "               'Weight': [0.01, 0.05, 0.06, 0.04, 0.02]}\n",
    "\n",
    "constraints = pd.DataFrame(constraints)\n",
    "\n",
    "display(constraints)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Calculating the HERC portfolio with constraints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.9188%</td>\n",
       "      <td>2.4760%</td>\n",
       "      <td>6.0000%</td>\n",
       "      <td>3.7854%</td>\n",
       "      <td>6.0000%</td>\n",
       "      <td>6.0000%</td>\n",
       "      <td>5.5819%</td>\n",
       "      <td>2.4794%</td>\n",
       "      <td>2.0000%</td>\n",
       "      <td>3.2189%</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0000%</td>\n",
       "      <td>3.0368%</td>\n",
       "      <td>4.0000%</td>\n",
       "      <td>2.8849%</td>\n",
       "      <td>6.0000%</td>\n",
       "      <td>4.5563%</td>\n",
       "      <td>5.7888%</td>\n",
       "      <td>2.6431%</td>\n",
       "      <td>6.0000%</td>\n",
       "      <td>2.3271%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 0.9188% 2.4760% 6.0000% 3.7854% 6.0000% 6.0000% 5.5819% 2.4794%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 2.0000% 3.2189%  ... 6.0000% 3.0368% 4.0000% 2.8849% 6.0000% 4.5563%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 5.7888% 2.6431% 6.0000% 2.3271%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Estimate optimal portfolio with constraints:\n",
    "\n",
    "w_max, w_min = rp.hrp_constraints(constraints, asset_classes)\n",
    "\n",
    "port.w_max = w_max\n",
    "port.w_min = w_min\n",
    "\n",
    "w_1 = port.optimization(model=model,\n",
    "                        codependence=codependence,\n",
    "                        rm=rm,\n",
    "                        rf=rf,\n",
    "                        linkage=linkage,\n",
    "                        max_k=max_k,\n",
    "                        leaf_order=leaf_order)\n",
    "\n",
    "display(w_1.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio with constraints\n",
    "\n",
    "ax = rp.plot_pie(w=w_1,\n",
    "                 title='HERC Naive Risk Parity with Contraints',\n",
    "                 others=0.05,\n",
    "                 nrow=25,\n",
    "                 cmap=\"tab20\",\n",
    "                 height=8,\n",
    "                 width=10,\n",
    "                 ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.4 Plotting Risk Contribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the risk contribution per asset\n",
    "\n",
    "mu = Y.mean()\n",
    "cov = Y.cov() # Covariance matrix\n",
    "returns = Y # Returns of the assets\n",
    "\n",
    "ax = rp.plot_risk_con(w=w_1,\n",
    "                      cov=cov,\n",
    "                      returns=returns,\n",
    "                      rm=rm,\n",
    "                      rf=0,\n",
    "                      alpha=0.05,\n",
    "                      color=\"tab:blue\",\n",
    "                      height=6,\n",
    "                      width=10,\n",
    "                      t_factor=252,\n",
    "                      ax=None)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
